{"id":"W3131195351","doi":"10.48336/wd9e-f011","title":"Perceptions and expectations of the technological proficiency levels of university business school graduates: representations of graduates and employers.","year":2021,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Perception; Work (physics); Medical education; Value (mathematics); Computer literacy; Psychology; Mathematics education; Engineering; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003746214,0.0002081004,0.0002348517,0.0006390474,0.001617732,0.00279105,0.0004175137,0.0009590061,0.002360952],"category_scores_gemma":[0.008845566,0.0002610389,0.0002756203,0.0004007024,0.001602287,0.001127778,0.002171557,0.001499631,0.0003125127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009836503,"about_ca_system_score_gemma":0.001221421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005186064,"about_ca_topic_score_gemma":0.008092184,"domain_scores_codex":[0.9982314,0.0006318775,0.0000790644,0.00008590581,0.0005911457,0.0003806396],"domain_scores_gemma":[0.9921458,0.002362587,0.001498525,0.0001445611,0.0009137556,0.002934684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001202101,0.00037064,0.6161861,0.0001063214,0.00003084033,0.0009763892,0.3493209,0.0001169834,0.003738706,0.0009450135,0.001379098,0.02670879],"study_design_scores_gemma":[0.000009845938,0.000425575,0.3217231,0.0001246191,0.00001300831,0.0005407641,0.6708935,0.000257829,0.0004337659,0.0002674504,0.005270965,0.00003949772],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983343,0.0001238019,0.00007790248,0.0003815292,0.000008540944,0.000003771006,0.000007381328,0.000001905251,0.001060762],"genre_scores_gemma":[0.9990399,0.0001343694,0.00005288835,0.0001497801,0.000005343052,0.000005327721,0.00001409003,0.000001161448,0.0005970969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005186064,"threshold_uncertainty_score":0.01981211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05371221710990659,"score_gpt":0.3348821498758512,"score_spread":0.2811699327659447,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}